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About me

Introduction

  • 👋 Hi, I’m Ryan Hsin (@ryanhsin98)
  • 👋 I’m currently studying at the Institute of Information Systems Management at the National Cheng Kung University, graduated from National Tsing Hua University with a bachelor's degree.
  • 🌱 Mainly researching the application of machine learning in the field of business and manufacturing
  • 👀 I’m interested in researching how to apply data science techniques to analyze and interpret customer behavior to increase business performance.

Related experience

  • 🌱 Acdemic

    • GPA 4.2 / 4.3.
    • Developed the data science through Machine Learning, Artificial Intelligence, Optimization Theory, Python Programming courses and so on.
    • Collaborated with the professor the research such as web crawler and face recognition.
    • Developed the business management skills through Technology Management, Marketing management courses and so on.
  • 🌱 Intern/Project

    • Data science intern (MTRDP), TSMC
      • Developed and deployed a prediction model to solve the production inefficiency though XGBoost and PSO algorithm, reducing 8% downtime of the tool and improving accuracy of existing model by 32%.
      • Collaborated with 3 production line engineers and IT manager to apply the domain knowledge in the feature engineering and enhance the feasibility of the project. The result was endorsed by the supervisor.
    • Data analysis project member, Kdan Software
      • Extracted textual features of e-mail titles to develop a machine learning model (SVM) with 81% accuracy for predicting the effectiveness of emails to improve the performance of e-mail marketing.
    • Data analyst intern, KGI Bank
      • Constructed a customer clustering model and implement web crawling to gain public opinion to increase sales performance over the same period.
      • Cooperated with other departments to implement successfully the solution in Q4.
    • 1st place, Machine Learning Competition
      • Predict the survival of Titanic passengers.
      • Private Leaderboard 1st place in Tsing hua University's Machine Learning Competition.
  • 🌱 Activities

    • Project Member, Google Developers Student Club (2022.03 - Present)
    • Co-founder, Data Analysis Club in NCKU (2021.09 - Present)
    • Co-founder, Business Research Club in NTHU (2019.06 - 2020.06)
    • Vice President in Local Committee, AIESEC in Taiwan (2017.12 - 2019.01)

Contact me

RyanHsin's Projects

spamemailprediction icon spamemailprediction

Developed a ML model with 81% accuracy to improve the performance of e-mail marketing.

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